Fast SAR image restoration, segmentation, and detection of high-reflectance regions

IEEE Transactions on Geoscience and Remote Sensing

Volumn 41, Issue 12 PART I, 2003, Pages 2890-2899

  Bratsolis, E ^a   Sigelle, M ^a  

^a TELECOM PARISTECH   (France)

Author keywords

Detection; Image restoration; Markov random field (MRF); Multilook images; Segmentation; Speckle reduction; Synchronous local iterative method (SLIM); Synthetic aperture radar (SAR); Total sum preserving regularization (TSPR)

Indexed keywords

APPROXIMATION THEORY; DIGITAL FILTERS; IMAGE RECONSTRUCTION; IMAGE SEGMENTATION; ITERATIVE METHODS; MARKOV PROCESSES; MATHEMATICAL MODELS; OPTIMIZATION; RADAR REFLECTION; REMOTE SENSING; SATELLITES; SYNTHETIC APERTURE RADAR;

MARKOV RANDOM FIELD; SPECKLE REDUCTION; SYNCHRONOUS LOCAL ITERATIVE METHOD; TOTAL SUM PRESERVING REGULARIZATION;

RADAR IMAGING;

EID: 0442295643     PISSN: 01962892     EISSN: None     Source Type: Journal    
DOI: 10.1109/TGRS.2003.817222     Document Type: Article

References (21)

1. J. W. Goodman, "Some fundamental properties of speckle," J. Opt. Soc. Amer., vol. 66, pp. 1145-1150, 1976.
2. S. Chitroub, A. Houacine, and B. Sansal, "Statistical characterization and modeling of SAR images," Signal Process., vol. 82, pp. 69-92, 2002.
3. D. T. Kuan, A. A. Sawchuk, T. C. Strand, and P. Chavel, "Adaptive restoration of images with speckle," IEEE Trans. Acoust. Speech Signal Processing, vol. ASSP-35, pp. 373-383, Feb. 1987.
4. J. S. Lee, "Digital image enhancement and noise filtering by use of local statistics," IEEE Trans. Pattern Anal. Machine Intell., vol. PAMI-2, pp. 165-168, Mar 1980.
5. A. Lopes, R. Touzi, and E. Nezry, "Adaptive speckle filters and scene heterogeneity," IEEE Trans. Geosci. Remote Sensing, vol. 28, pp. 992-1000, Nov. 1990.
6. V. S. Frost, J. A. Stiles, K. S. Sanmugan, and J. C. Holtzman, "A model for radar images and its application to adaptive digital filtering of multiplicative noise," IEEE Trans. Pattern Anal. Machine Intell., vol. PAMI-4, pp. 157-165, 1982.
7. R. Touzi, "A review of speckle filtering in the context of estimation theory," IEEE Trans. Geosci. Remote Sensing, vol. 40, pp. 2392-2404, Nov. 2002.
8. J. Besag, "Spatial interaction and the statistical analysis of lattice systems (with discussion)," J. R. Statist. Soc. B, vol. 36, pp. 192-236, 1974.
9. R. Chellappa, Markov Random Fields: Theory and Applications. New York: Academic, 1993.
10. M. Datcu, K. Seidel, and M. Walessa, "Spatial information retrieval from remote sensing images-Part I: Information theoretical perspective," IEEE Trans. Geosci. Remote Sensing, vol. 36, pp. 1431-1445, Sept. 1998.
11. H. Derin and H. Elliot, "Modeling and segmentation of noisy and textured images using Gibbs random fields," IEEE Trans. Pattern Anal. Machine Intell., vol. PAMI-9, pp. 39-55, Jan. 1987.
12. S. Geman and D. Geman, "Stochastic relaxation, Gibbs' distributions, and Bayesian restoration of images," IEEE Trans. Pattern Anal. Mach. Intell., vol. PAMI-6, pp. 721-741, Nov. 1984.
13. M. Walessa and M. Datcu, "Model-based despeckling and information extraction from SAR images," IEEE Trans. Geosci. Remote Sensing, vol. 38, pp. 2258-2269, Sept. 2000.
14. J. Besag, "On the statistical analysis of dirty pictures," J. Roy. Statist. Soc. B, vol. 68, pp. 259-302, 1986.
15. D. Geiger and F. Girosi, "Parallel and deterministic algorithms from MRF's: Surface reconstruction," IEEE Trans. Pattern Anal. Machine Intell., vol. 13, pp. 401-412, May 1991.
16. A. Blake and A. Zisserman, Visual Reconstruction. Cambridge, MA: MIT, 1987.
17. J. M. Benharrosh, "Extraction de thèmes cartographiques dans les images satelittales et aériennes. Applicationà la génération de quick-look adaptatif età la compression des images," Ph.D. thesis, Univ. Nice Sophia Antipolis, Nice, France, 1998.
18. J. M. Benharrosh, M. Berthod, and S. Houzelle, "A new method to generate an adaptive quick-look," in Proc. IGARSS, vol. 1, 1998, pp. 318-320.
19. J. S. Lee, I. Jurkevich, P. Dewaele, P. Wambacq, and A. Oosterlinck, "Speckle filtering of synthetic aperture radar images: A review," Remote Sensing Rev., vol. 8, pp. 313-340, 1994.
20. C. Oliver and S. Quegan, Understanding Synthetic Aperture Images. Norwood, MA: Artech, 1998.
21. M. R. Banham and A. K. Katsaggelos, "Digital image restoration," IEEE Signal Processing Mag., vol. 14, pp. 24-41, Mar. 1997.